{"id":"W2060579547","doi":"10.1007/s00464-004-8209-2","title":"Video analysis of endoscopic cutting task performed by one versus two operators","year":2005,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Tactile and Sensory Interactions","field":"Neuroscience","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Task (project management); Dyad; Multivariate analysis of variance; Operator (biology); Rotation (mathematics); Computer vision; Computer science; Artificial intelligence; Psychology; Social psychology; Engineering; Machine learning","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001079974,0.0002534781,0.0002392772,0.0004270534,0.0001728085,0.0001679747,0.0002403989,0.0005515576,0.006672745],"category_scores_gemma":[0.0008555855,0.00008892519,0.0001748573,0.000239635,0.0001317336,0.0001248505,0.000163216,0.0003486628,0.0004256821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001467353,"about_ca_system_score_gemma":0.0002596324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004092983,"about_ca_topic_score_gemma":0.004029114,"domain_scores_codex":[0.9999121,0.00000799287,0.000005054167,0.00001303673,0.00002736915,0.00003435015],"domain_scores_gemma":[0.9994786,0.000225737,0.00004971213,0.00001975975,0.0001376874,0.00008847494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003208461,0.0002339002,0.002242584,0.0002161194,0.0000267027,0.0003733565,0.0001814705,0.0003805606,0.9596393,0.0001728919,0.00149128,0.03183343],"study_design_scores_gemma":[0.0001533858,0.003019605,0.6897171,0.00007598841,0.0001085149,0.002298143,0.0009140415,0.02221059,0.2778451,0.0004060462,0.003176478,0.00007501501],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878849,0.000263107,0.006539665,0.0001218728,0.0001942244,0.00008169671,0.001493063,0.0001478391,0.003273585],"genre_scores_gemma":[0.9890637,0.0001970495,0.006046672,0.00007262289,0.00002886024,0.00008415602,0.0009243128,0.0000408179,0.003541923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006672745,"threshold_uncertainty_score":0.02232254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03445064036937544,"score_gpt":0.3255842476217517,"score_spread":0.2911336072523762,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}